{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c8034118",
   "metadata": {
    "papermill": {
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     "end_time": "2025-02-16T14:34:38.664747",
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     "start_time": "2025-02-16T14:34:38.659776",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "**This notebook is an exercise in the [Feature Engineering](https://www.kaggle.com/learn/feature-engineering) course.  You can reference the tutorial at [this link](https://www.kaggle.com/ryanholbrook/mutual-information).**\n",
    "\n",
    "---\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7a5f70a8",
   "metadata": {
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     "end_time": "2025-02-16T14:34:38.673405",
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     "start_time": "2025-02-16T14:34:38.669308",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Introduction #\n",
    "\n",
    "In this exercise you'll identify an initial set of features in the [*Ames*](https://www.kaggle.com/c/house-prices-advanced-regression-techniques/data) dataset to develop using mutual information scores and interaction plots.\n",
    "\n",
    "Run this cell to set everything up!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a52d6cba",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-16T14:34:38.683690Z",
     "iopub.status.busy": "2025-02-16T14:34:38.683310Z",
     "iopub.status.idle": "2025-02-16T14:34:42.456681Z",
     "shell.execute_reply": "2025-02-16T14:34:42.455488Z"
    },
    "papermill": {
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     "end_time": "2025-02-16T14:34:42.458895",
     "exception": false,
     "start_time": "2025-02-16T14:34:38.677854",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-1-bea3826da548>:13: MatplotlibDeprecationWarning: The seaborn styles shipped by Matplotlib are deprecated since 3.6, as they no longer correspond to the styles shipped by seaborn. However, they will remain available as 'seaborn-v0_8-<style>'. Alternatively, directly use the seaborn API instead.\n",
      "  plt.style.use(\"seaborn-whitegrid\")\n"
     ]
    }
   ],
   "source": [
    "# Setup feedback system\n",
    "from learntools.core import binder\n",
    "binder.bind(globals())\n",
    "from learntools.feature_engineering_new.ex2 import *\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "from sklearn.feature_selection import mutual_info_regression\n",
    "\n",
    "# Set Matplotlib defaults\n",
    "plt.style.use(\"seaborn-whitegrid\")\n",
    "plt.rc(\"figure\", autolayout=True)\n",
    "plt.rc(\n",
    "    \"axes\",\n",
    "    labelweight=\"bold\",\n",
    "    labelsize=\"large\",\n",
    "    titleweight=\"bold\",\n",
    "    titlesize=14,\n",
    "    titlepad=10,\n",
    ")\n",
    "\n",
    "\n",
    "# Load data\n",
    "df = pd.read_csv(\"../input/fe-course-data/ames.csv\")\n",
    "\n",
    "\n",
    "# Utility functions from Tutorial\n",
    "def make_mi_scores(X, y):\n",
    "    X = X.copy()\n",
    "    for colname in X.select_dtypes([\"object\", \"category\"]):\n",
    "        X[colname], _ = X[colname].factorize()\n",
    "    # All discrete features should now have integer dtypes\n",
    "    discrete_features = [pd.api.types.is_integer_dtype(t) for t in X.dtypes]\n",
    "    mi_scores = mutual_info_regression(X, y, discrete_features=discrete_features, random_state=0)\n",
    "    mi_scores = pd.Series(mi_scores, name=\"MI Scores\", index=X.columns)\n",
    "    mi_scores = mi_scores.sort_values(ascending=False)\n",
    "    return mi_scores\n",
    "\n",
    "\n",
    "def plot_mi_scores(scores):\n",
    "    scores = scores.sort_values(ascending=True)\n",
    "    width = np.arange(len(scores))\n",
    "    ticks = list(scores.index)\n",
    "    plt.barh(width, scores)\n",
    "    plt.yticks(width, ticks)\n",
    "    plt.title(\"Mutual Information Scores\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ae7e7fcb",
   "metadata": {
    "papermill": {
     "duration": 0.004369,
     "end_time": "2025-02-16T14:34:42.470244",
     "exception": false,
     "start_time": "2025-02-16T14:34:42.465875",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "-------------------------------------------------------------------------------\n",
    "\n",
    "To start, let's review the meaning of mutual information by looking at a few features from the *Ames* dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ab7b7288",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-16T14:34:42.485797Z",
     "iopub.status.busy": "2025-02-16T14:34:42.484528Z",
     "iopub.status.idle": "2025-02-16T14:34:43.710355Z",
     "shell.execute_reply": "2025-02-16T14:34:43.709298Z"
    },
    "papermill": {
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     "end_time": "2025-02-16T14:34:43.714954",
     "exception": false,
     "start_time": "2025-02-16T14:34:42.474775",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1500x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "features = [\"YearBuilt\", \"MoSold\", \"ScreenPorch\"]\n",
    "sns.relplot(\n",
    "    x=\"value\", y=\"SalePrice\", col=\"variable\", data=df.melt(id_vars=\"SalePrice\", value_vars=features), facet_kws=dict(sharex=False),\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b72de329",
   "metadata": {
    "papermill": {
     "duration": 0.01296,
     "end_time": "2025-02-16T14:34:43.736054",
     "exception": false,
     "start_time": "2025-02-16T14:34:43.723094",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# 1) Understand Mutual Information\n",
    "\n",
    "Based on the plots, which feature do you think would have the highest mutual information with `SalePrice`?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "89f37fc0",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-16T14:34:43.756843Z",
     "iopub.status.busy": "2025-02-16T14:34:43.756279Z",
     "iopub.status.idle": "2025-02-16T14:34:45.579672Z",
     "shell.execute_reply": "2025-02-16T14:34:45.578526Z"
    },
    "papermill": {
     "duration": 1.835014,
     "end_time": "2025-02-16T14:34:45.581462",
     "exception": false,
     "start_time": "2025-02-16T14:34:43.746448",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "parent.postMessage({\"jupyterEvent\": \"custom.exercise_interaction\", \"data\": {\"outcomeType\": 1, \"valueTowardsCompletion\": 0.3333333333333333, \"interactionType\": 1, \"questionType\": 4, \"questionId\": \"1_Q1\", \"learnToolsVersion\": \"0.3.4\", \"failureMessage\": \"\", \"exceptionClass\": \"\", \"trace\": \"\"}}, \"*\")"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
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     "metadata": {},
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    },
    {
     "data": {
      "text/markdown": [
       "<span style=\"color:#33cc33\">Correct:</span> \n",
       "\n",
       "Based on the plots, `YearBuilt` should have the highest MI score since knowing the year tends to constrain `SalePrice` to a smaller range of possible values. This is generally not the case for `MoSold`, however. Finally, since `ScreenPorch` is usually just one value, 0, on average it won't tell you much about `SalePrice` (though more than `MoSold`) ."
      ],
      "text/plain": [
       "Correct: \n",
       "\n",
       "Based on the plots, `YearBuilt` should have the highest MI score since knowing the year tends to constrain `SalePrice` to a smaller range of possible values. This is generally not the case for `MoSold`, however. Finally, since `ScreenPorch` is usually just one value, 0, on average it won't tell you much about `SalePrice` (though more than `MoSold`) ."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# View the solution (Run this cell to receive credit!)\n",
    "X = df.copy()\n",
    "y = X.pop('SalePrice')\n",
    "mi_scores = make_mi_scores(X,y)\n",
    "\n",
    "\n",
    "q_1.check()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "127ec4f2",
   "metadata": {
    "papermill": {
     "duration": 0.007249,
     "end_time": "2025-02-16T14:34:45.596204",
     "exception": false,
     "start_time": "2025-02-16T14:34:45.588955",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "-------------------------------------------------------------------------------\n",
    "\n",
    "The *Ames* dataset has seventy-eight features -- a lot to work with all at once! Fortunately, you can identify the features with the most potential.\n",
    "\n",
    "Use the `make_mi_scores` function (introduced in the tutorial) to compute mutual information scores for the *Ames* features:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "fafd45a5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-16T14:34:45.612860Z",
     "iopub.status.busy": "2025-02-16T14:34:45.612392Z",
     "iopub.status.idle": "2025-02-16T14:34:47.236725Z",
     "shell.execute_reply": "2025-02-16T14:34:47.235465Z"
    },
    "papermill": {
     "duration": 1.634947,
     "end_time": "2025-02-16T14:34:47.238682",
     "exception": false,
     "start_time": "2025-02-16T14:34:45.603735",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "X = df.copy()\n",
    "y = X.pop('SalePrice')\n",
    "\n",
    "mi_scores = make_mi_scores(X, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a3701e97",
   "metadata": {
    "papermill": {
     "duration": 0.007683,
     "end_time": "2025-02-16T14:34:47.254640",
     "exception": false,
     "start_time": "2025-02-16T14:34:47.246957",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "Now examine the scores using the functions in this cell. Look especially at top and bottom ranks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2a9f4014",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-16T14:34:47.273045Z",
     "iopub.status.busy": "2025-02-16T14:34:47.272648Z",
     "iopub.status.idle": "2025-02-16T14:34:47.774189Z",
     "shell.execute_reply": "2025-02-16T14:34:47.773017Z"
    },
    "papermill": {
     "duration": 0.512494,
     "end_time": "2025-02-16T14:34:47.776091",
     "exception": false,
     "start_time": "2025-02-16T14:34:47.263597",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "OverallQual     0.581262\n",
      "Neighborhood    0.569813\n",
      "GrLivArea       0.496909\n",
      "YearBuilt       0.437939\n",
      "GarageArea      0.415014\n",
      "TotalBsmtSF     0.390280\n",
      "GarageCars      0.381467\n",
      "FirstFlrSF      0.368825\n",
      "BsmtQual        0.364779\n",
      "KitchenQual     0.326194\n",
      "ExterQual       0.322390\n",
      "YearRemodAdd    0.315402\n",
      "MSSubClass      0.287131\n",
      "GarageFinish    0.265440\n",
      "FullBath        0.251693\n",
      "Foundation      0.236115\n",
      "LotFrontage     0.233334\n",
      "GarageType      0.226117\n",
      "FireplaceQu     0.221955\n",
      "SecondFlrSF     0.200658\n",
      "Name: MI Scores, dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(mi_scores.head(20))\n",
    "# print(mi_scores.tail(20))  # uncomment to see bottom 20\n",
    "\n",
    "plt.figure(dpi=100, figsize=(8, 5))\n",
    "plot_mi_scores(mi_scores.head(20))\n",
    "# plot_mi_scores(mi_scores.tail(20))  # uncomment to see bottom 20"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "40d8b941",
   "metadata": {
    "papermill": {
     "duration": 0.009236,
     "end_time": "2025-02-16T14:34:47.795187",
     "exception": false,
     "start_time": "2025-02-16T14:34:47.785951",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# 2) Examine MI Scores\n",
    "\n",
    "Do the scores seem reasonable? Do the high scoring features represent things you'd think most people would value in a home? Do you notice any themes in what they describe? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c5852ae9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-16T14:34:47.813870Z",
     "iopub.status.busy": "2025-02-16T14:34:47.813539Z",
     "iopub.status.idle": "2025-02-16T14:34:47.821431Z",
     "shell.execute_reply": "2025-02-16T14:34:47.820250Z"
    },
    "papermill": {
     "duration": 0.019017,
     "end_time": "2025-02-16T14:34:47.823078",
     "exception": false,
     "start_time": "2025-02-16T14:34:47.804061",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "parent.postMessage({\"jupyterEvent\": \"custom.exercise_interaction\", \"data\": {\"outcomeType\": 1, \"valueTowardsCompletion\": 0.3333333333333333, \"interactionType\": 1, \"questionType\": 4, \"questionId\": \"2_Q2\", \"learnToolsVersion\": \"0.3.4\", \"failureMessage\": \"\", \"exceptionClass\": \"\", \"trace\": \"\"}}, \"*\")"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "<span style=\"color:#33cc33\">Correct:</span> \n",
       "\n",
       "Some common themes among most of these features are:\n",
       "- Location: `Neighborhood`\n",
       "- Size: all of the `Area` and `SF` features, and counts like `FullBath` and `GarageCars`\n",
       "- Quality: all of the `Qual` features\n",
       "- Year: `YearBuilt` and `YearRemodAdd`\n",
       "- Types: descriptions of features and styles like `Foundation` and `GarageType`\n",
       "\n",
       "These are all the kinds of features you'll commonly see in real-estate listings (like on Zillow), It's good then that our mutual information metric scored them highly. On the other hand, the lowest ranked features seem to mostly represent things that are rare or exceptional in some way, and so wouldn't be relevant to the average home buyer.\n"
      ],
      "text/plain": [
       "Correct: \n",
       "\n",
       "Some common themes among most of these features are:\n",
       "- Location: `Neighborhood`\n",
       "- Size: all of the `Area` and `SF` features, and counts like `FullBath` and `GarageCars`\n",
       "- Quality: all of the `Qual` features\n",
       "- Year: `YearBuilt` and `YearRemodAdd`\n",
       "- Types: descriptions of features and styles like `Foundation` and `GarageType`\n",
       "\n",
       "These are all the kinds of features you'll commonly see in real-estate listings (like on Zillow), It's good then that our mutual information metric scored them highly. On the other hand, the lowest ranked features seem to mostly represent things that are rare or exceptional in some way, and so wouldn't be relevant to the average home buyer."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# View the solution (Run this cell to receive credit!)\n",
    "\n",
    "\n",
    "q_2.check()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9c06ae2b",
   "metadata": {
    "papermill": {
     "duration": 0.008896,
     "end_time": "2025-02-16T14:34:47.841202",
     "exception": false,
     "start_time": "2025-02-16T14:34:47.832306",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "-------------------------------------------------------------------------------\n",
    "\n",
    "In this step you'll investigate possible interaction effects for the `BldgType` feature. This feature describes the broad structure of the dwelling in five categories:\n",
    "\n",
    "> Bldg Type (Nominal): Type of dwelling\n",
    ">\t\t\n",
    ">       1Fam\tSingle-family Detached\t\n",
    ">       2FmCon\tTwo-family Conversion; originally built as one-family dwelling\n",
    ">       Duplx\tDuplex\n",
    ">       TwnhsE\tTownhouse End Unit\n",
    ">       TwnhsI\tTownhouse Inside Unit\n",
    "\n",
    "The `BldgType` feature didn't get a very high MI score. A plot confirms that the categories in `BldgType` don't do a good job of distinguishing values in `SalePrice` (the distributions look fairly similar, in other words):"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "23b3c5ef",
   "metadata": {
    "papermill": {
     "duration": 0.008545,
     "end_time": "2025-02-16T14:34:47.858898",
     "exception": false,
     "start_time": "2025-02-16T14:34:47.850353",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "Still, the type of a dwelling seems like it should be important information. Investigate whether `BldgType` produces a significant interaction with either of the following:\n",
    "\n",
    "```\n",
    "GrLivArea  # Above ground living area\n",
    "MoSold     # Month sold\n",
    "```\n",
    "\n",
    "Run the following cell twice, the first time with `feature = \"GrLivArea\"` and the next time with `feature=\"MoSold\"`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "21938a37",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-16T14:34:47.877873Z",
     "iopub.status.busy": "2025-02-16T14:34:47.877541Z",
     "iopub.status.idle": "2025-02-16T14:34:52.807209Z",
     "shell.execute_reply": "2025-02-16T14:34:52.805957Z"
    },
    "papermill": {
     "duration": 4.943073,
     "end_time": "2025-02-16T14:34:52.810759",
     "exception": false,
     "start_time": "2025-02-16T14:34:47.867686",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# YOUR CODE HERE: \n",
    "feature = \"GrLivArea\"\n",
    "\n",
    "sns.lmplot(\n",
    "    x=feature, y=\"SalePrice\", hue=\"BldgType\", col=\"BldgType\",\n",
    "    data=df, scatter_kws={\"edgecolor\": 'w'}, col_wrap=3, height=4,\n",
    ");\n",
    "\n",
    "feature = \"MoSold\"\n",
    "\n",
    "sns.lmplot(\n",
    "    x=feature, y=\"SalePrice\", hue=\"BldgType\", col=\"BldgType\",\n",
    "    data=df, scatter_kws={\"edgecolor\": 'w'}, col_wrap=3, height=4,\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c0d0ef67",
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   "source": [
    "The trend lines being significantly different from one category to the next indicates an interaction effect."
   ]
  },
  {
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   "id": "96a641e0",
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     "status": "completed"
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   "source": [
    "# 3) Discover Interactions\n",
    "\n",
    "From the plots, does `BldgType` seem to exhibit an interaction effect with either `GrLivArea` or `MoSold`?"
   ]
  },
  {
   "cell_type": "code",
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     "status": "completed"
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    "tags": []
   },
   "outputs": [
    {
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      "text/markdown": [
       "<span style=\"color:#33cc33\">Correct:</span> \n",
       "\n",
       "The trends lines within each category of `BldgType` are clearly very different, indicating an interaction between these features. Since knowing `BldgType` tells us more about how `GrLivArea` relates to `SalePrice`, we should consider including `BldgType` in our feature set.\n",
       "\n",
       "The trend lines for `MoSold`, however, are almost all the same. This feature hasn't become more informative for knowing `BldgType`."
      ],
      "text/plain": [
       "Correct: \n",
       "\n",
       "The trends lines within each category of `BldgType` are clearly very different, indicating an interaction between these features. Since knowing `BldgType` tells us more about how `GrLivArea` relates to `SalePrice`, we should consider including `BldgType` in our feature set.\n",
       "\n",
       "The trend lines for `MoSold`, however, are almost all the same. This feature hasn't become more informative for knowing `BldgType`."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# View the solution (Run this cell to receive credit!)\n",
    "q_3.check()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f8ee6a8b",
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     "start_time": "2025-02-16T14:34:52.932477",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# A First Set of Development Features #\n",
    "\n",
    "Let's take a moment to make a list of features we might focus on. In the exercise in Lesson 3, you'll start to build up a more informative feature set through combinations of the original features you identified as having high potential.\n",
    "\n",
    "You found that the ten features with the highest MI scores were:"
   ]
  },
  {
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   "execution_count": 9,
   "id": "7703957c",
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    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "OverallQual     0.581262\n",
       "Neighborhood    0.569813\n",
       "GrLivArea       0.496909\n",
       "YearBuilt       0.437939\n",
       "GarageArea      0.415014\n",
       "TotalBsmtSF     0.390280\n",
       "GarageCars      0.381467\n",
       "FirstFlrSF      0.368825\n",
       "BsmtQual        0.364779\n",
       "KitchenQual     0.326194\n",
       "Name: MI Scores, dtype: float64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mi_scores.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ac7b2749",
   "metadata": {
    "papermill": {
     "duration": 0.015244,
     "end_time": "2025-02-16T14:34:53.019520",
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     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "Do you recognize the themes here? Location, size, and quality. You needn't restrict development to only these top features, but you do now have a good place to start. Combining these top features with other related features, especially those you've identified as creating interactions, is a good strategy for coming up with a highly informative set of features to train your model on.\n",
    "\n",
    "# Keep Going #\n",
    "\n",
    "[**Start creating features**](https://www.kaggle.com/ryanholbrook/creating-features) and learn what kinds of transformations different models are most likely to benefit from."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eb3405c6",
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    "tags": []
   },
   "source": [
    "---\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "*Have questions or comments? Visit the [course discussion forum](https://www.kaggle.com/learn/feature-engineering/discussion) to chat with other learners.*"
   ]
  }
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